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pgvector vs Pinecone

Comparing two vector database platforms on pricing, features, free tier, and trade-offs.

Quick summary

pgvectorVector similarity search for Postgres. pgvector is an open-source Postgres extension that adds vector similarity search to any Postgres database. Runs anywhere Postgres runs (Supabase, Neon, RDS).

PineconeThe vector database for AI applications. Pinecone is a managed vector database purpose-built for production AI workloads, offering serverless indexes, hybrid search, and low-latency queries at scale.

Feature comparison

FeaturepgvectorPinecone
Pricing modelFreeFreemium
Starting priceFree (just Postgres)$50/mo
Free tierYesYes
Open sourceYesNo
TypePostgres extensionManaged
Free TierUnlimited2GB storage
ServerlessNoYes
Self-hostedYesNo
Multi-tenantYesYes
Hybrid SearchYesYes
Max Dimensions1600020000
Metadata FilteringYesYes

pgvector

Vector similarity search for Postgres

Pros

  • Use your existing Postgres
  • No new infrastructure
  • Transactional guarantees with vectors
  • Free — pay only for Postgres

Cons

  • Slower than purpose-built vector DBs at scale
  • Index build times grow with data
  • Not ideal for 100M+ vectors
Visit pgvector

Pinecone

The vector database for AI applications

Pros

  • Purpose-built for production RAG
  • Serverless pricing scales down to zero
  • Best-in-class latency at scale
  • Simple SDK in every language

Cons

  • Closed source
  • Costs scale with pod hours
  • Fewer features than general-purpose DBs
Visit Pinecone

Which should you choose?

Choose pgvector if you value open source and want the option to self-host, and a free tier is important for your stage. Choose Pinecone if a free tier is important for your stage.

Frequently asked questions

Which is better, pgvector or Pinecone?
There is no universal “better.” For most teams, pgvector is the safer default because pgvector is open source, which means you can self-host and avoid vendor lock-in. Pinecone is proprietary. For edge cases, the comparison table above highlights where each tool wins.
Is pgvector cheaper than Pinecone?
pgvector starts at Free (just Postgres), while Pinecone starts at $50/mo. Exact costs depend on usage — check both vendors' calculators before committing.
Can I migrate from pgvector to Pinecone?
Migration difficulty depends on how deeply pgvector-specific features (APIs, SDK conventions, data schemas) are baked into your app. Most vector database migrations take days to weeks. Both vendors typically publish migration guides — check their docs.
Is pgvector or Pinecone open source?
pgvector is open source; Pinecone is a proprietary managed service.
Does pgvector or Pinecone have a free tier?
Both pgvector and Pinecone offer a free tier.
Which is best for startups and indie hackers?
Startups usually optimize for the lowest friction to ship and the cheapest possible free tier. The one with the most generous free tier here is Pinecone. For production workloads, revisit the trade-offs in the feature table above.

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